{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "acf41d4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from private.hypergraph import Hypergraph, hg_to_mol\n",
    "from grammar_generation import random_produce\n",
    "\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "import numpy as np\n",
    "from copy import deepcopy\n",
    "import pickle5 as pickle\n",
    "import torch\n",
    "from os import listdir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3ac749e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dealing with polymer_117motif\n",
      "loading best_grammar_epoch_34_1.2933534609346415.pkl\n",
      "COC(=O)c1nc2c(s1)-c1scnc1C2(C)C\n",
      "CC(=O)c1ccc2c(c1)N(C)c1ccccc1S2\n",
      "COC(=O)c1ccc(C(F)(F)F)n1C\n",
      "COC(=O)c1cccc2nc3c4ccccc4c4ccccc4c3nc12\n",
      "COc1ccc2c(c1)C(=O)N(C)C2=O\n",
      "COC(=O)c1cccc2c1C(F)(F)c1sc(c3c1C(=O)N(C)C3=O)C2(F)F\n",
      "C#Cc1nc2c(C)c3c(ncn3C)c(C)c2n1C\n",
      "COC(=O)c1cc(CNc2ccc3c(c2)n(C)c2c4ccccc4n(C)c32)cc2c(=O)c3c4ccsc4c4sc(c1)cc4c3c2=O\n",
      "dealing with iso\n",
      "loading best_grammar_epoch_52_0.8909308481417055.pkl\n",
      "O=C=NCc1ccc(N=C=O)c(N=C=O)c1\n",
      "O=C=NC1=CC=CCC(C2CCCCCCCCCCCCCCCCCCCCCCCC2)=C1\n",
      "CC1=CC=C2CC(=CC=C(N=C=O)C=C2CN=C=O)C=C1\n",
      "CC1=CC(Cc2cccc(CN=C=O)c2)=CC=C2C=CC3=CC=CC(N=C=O)=CC(=C(C)C=C1C2)C3\n",
      "O=C=NCc1ccc(N=C=O)cc1CN=C=O\n",
      "O=C=NCC1=CC2=CC=C(Cc3ccc(Cc4ccc(Cc5cccc(N=C=O)c5)c(CN=C=O)c4)c(N=C=O)c3)C=CC(=CC=C1Cc1ccc(Cc3ccc(Cc4ccc(CN=C=O)cc4)c(CN=C=O)c3)c(CN=C=O)c1)C2\n",
      "CCCCCCCCCCCCCCCCCCCCCCCCCCCN=C=O\n",
      "O=C=NCCCCCCCCCCCCCCCc1ccc(Cc2ccc(N=C=O)cc2)cc1CN=C=O\n",
      "dealing with acrylates\n",
      "loading best_grammar_epoch_26_1.2318563198913763.pkl\n",
      "C=C(C)CCCOC(C)=O\n",
      "C=CC(=O)OCCC\n",
      "CCC(CO)(OC(C)=O)c1ccccc1\n",
      "Cc1ccccc1\n",
      "C=CC(=O)OCCC1(C)CCC(=C)CCCC(COC(=O)C=C)(COC(=O)C=C)CC1\n",
      "O=C(OO)Oc1ccccc1\n",
      "C=C(C)C(C)=O\n",
      "C=CC(=O)OCC\n",
      "dealing with chain_extender\n",
      "loading best_grammar_epoch_14_1.1837988155284098.pkl\n",
      "O=C(CCC1=CC=C2C=CC(O)=CC=C(C=C1)SS2)OCCOC(=O)CCc1ccc(O)cc1\n",
      "CC(O)c1ccc(N)cc1\n",
      "O=C(NCCO)NCCCCO\n",
      "NC1=CC=C2NC3C=CC(O)=CC=C3N2C=C1\n",
      "O=C(CCCCO)NCCO\n",
      "CC(O)CC(=O)NCCO\n",
      "NCCCO\n",
      "NC(CCCNCCCCNC(=O)NCCO)C(=O)CCCO\n"
     ]
    }
   ],
   "source": [
    "expr_name_dict = dict()\n",
    "expr_name_dict['polymer_117motif'] = 'grammar-log/log_117motifs'\n",
    "expr_name_dict['iso'] = 'grammar-log/log_iso'\n",
    "expr_name_dict['acrylates'] = 'grammar-log/log_acy'\n",
    "expr_name_dict['chain_extender'] = 'grammar-log/log_ce'\n",
    "\n",
    "expr_names = list(expr_name_dict.keys())\n",
    "generated_mols = dict()\n",
    "for expr_name in expr_names:\n",
    "    print('dealing with {}'.format(expr_name))\n",
    "    ckpt_list = listdir(expr_name_dict[expr_name])\n",
    "    max_R = 0\n",
    "    max_R_ckpt = None\n",
    "    for ckpt in ckpt_list:\n",
    "        if 'grammar' in ckpt:\n",
    "            curr_R = float(ckpt.split('_')[4][:-4])\n",
    "            if curr_R > max_R:\n",
    "                max_R = curr_R\n",
    "                max_R_ckpt = ckpt\n",
    "    print('loading {}'.format(max_R_ckpt))\n",
    "    with open('{}/{}'.format(expr_name_dict[expr_name], max_R_ckpt), 'rb') as fr:\n",
    "        grammar = pickle.load(fr)\n",
    "    for i in range(8):\n",
    "        mol, _ = random_produce(grammar)\n",
    "        if expr_name not in generated_mols.keys():\n",
    "            generated_mols[expr_name] = [mol]\n",
    "        else:\n",
    "            generated_mols[expr_name].append(mol)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40bde7d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x400 at 0x7FBE38B64DD8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.Draw.MolsToGridImage(generated_mols['polymer_117motif'], molsPerRow=4, subImgSize=(200,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8c2465d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x400 at 0x7FBDF1788470>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.Draw.MolsToGridImage(generated_mols['iso'], molsPerRow=4, subImgSize=(200,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "683e9067",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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55ptENHz4cAHbNDgGGbDYE8OFRUVFQUFB/G1j1qxZe/fu9fHx4ZNmpFKpj49PZGSk5nHqSZmZmUOGDOHvncHBwZVfQ1FWVrZ9+/aePXvyW0ulUv6u1qxZs5M6rJTW4O/oWVlZr7/+OhFt3bpV9zbhhYKCgnguuXr1akFBQVhYmK2tLf8n9vHxiatET9LNmzf5fn18em9SUpLmSyqVKjIysmXLlkTUp0kTdY8eL16Wn5vLgoOZVJpjZeXVo8fhw4ef9Y35+fmPBcEnN41TKpXh4eEWFhZEZGtrGxER8cIfBwzIvo0brUxMAgMDq3TVjRs3eAd/cXHxsGHDiGjt2rWC1MPP2+natasgrYGwioqK+M4a33//vbAtp6Wl8V9Edbmz3FADFnvacGFkZKS5uTk/FZWIrK2tp0+fXslB5aoOF6anp4eFhTVt2pTfy8rKKjg4ODk5+c6dO56enrzzIzQ0VJelqtnZ2XxWNWOsR48eRHT8+HGtW4PKu3fvXnx8fGlpaURERMOGDfk/saen57GK43eVEBkZyY+XVygUoaGhpaWlkZGRrVu35g26ublFRkZWYUD5+PEFo0bxHP/uu+8+NpX+ySB47ty55zSWnJzMl9DzuX3YqajWOHv2LBG5urpW6arPPvuMiAIDA3Nzc/lcPR3HBzVGjx5NREuXLhWkNRDWokWL+FhQdeyqEBYWRkStW7e+cePG7Uq7f/++4JWIxYADFldxuHDTpk0tWrTg87HCwsK02CVLM1xYr169Zw0XxsXF8dFA/ubUqlWr8PDwggpTSpVKZWhoqFQq5RNxtB4uvHXrlrOzs729/fbt2/nWMnd0X8UNlXP8+HG+9IlHq6PPGr97kYyMDD4BhYjs7Oz4By4uLlu3btXiNxqfSs+HLx0dHXfu3MkY40HQ0dFRi2ojIyPt7e2JyMzMLCws7Dm9vGAoSktLTUxMpFJpJZcyqFSqK1eu8C7Vffv2qdXqv/76S6juq8LCQt5Xev36dUEaBGGNHj1aIpFoHt112QFLQ9NISUlJw4YN+ZtX5XXq1En3GvSEwQcsxtiZM2d4ruIdkt98840u08yfNVzIux98fHz4i4CPPO7du/dZ99q7d6+dnV0Dc/OCnj2rOuGU30sz8sgn9PTr10/L9f9QdRkZGZaWlu3bt4/UeQ7y33//3b59e0tLyzFjxlhYWPTt27eg6iu8HmuQ92gSUY8ePRo3bsw/7tmz5++//17V1tLS0gIDA3kLnTt3rswAKOg5d3d3InpOh2tqaurevXtDQ0P9/Px47rexsbGwsBC8jzwqKoqIunfvLmyzIBT+m+SHH35gjG3YsKFx48YV5zNoQa1We3h4vPPOOzk5Oenp6ZaWljKZzNHRsWml+fr6CvTDia82BCzGWHZ29rRp0/juVrrP1HtsuPDs2bMVRwOtra2Dg4Mrs+Tw1q1b18aPfzQ9eflyVonYdz8lZeHChQ4ODvxe9evXnz9//sqVK/mP1qZNmyqdcA66SEhIEGRB6KFDh4jI29u7sLCQ7/ig+54garWaT6Vv1aoVEbVr165qo41P2L9/P5+KIZPJQkJCiouLdawQRPT2228T0YoVK/gf1Wr1P//8s23btlmzZnl5efEp5xW99NJLfEqro6Oj7oupK+KzOL744gsB2wQBbdq0iYgaNmyYm5vL5zEPGDBAlwY3btxIRI0bN87Pz58yZQoRDR06VKhqDU4tCViMsczMTP4cJlSDx48fb9KkCR894b+GOnTo8O233xYWFlahFaWShYYyqZQRMT8/9pzhwnPnWGDgUXd3TV9CRESE5l6JiYl8RWEdOoexttizZw8RDRs2rLCwkIgUCoVQLd+6deuff/7Zs2ePIEEwNzf3vffek0qlMplMuwMSQE+sX7+eiHr16jVnzpy+ffvyrv2KmjZtOmLEiP/7v/+LiYnhx/qWlZUNHDiQiFxdXR8+fChIGVU9Lhpqnlqt5jvLLFiwICMjgw/nRWt7GmZ+fj6fWbFly5YLFy4YGRnJ5XIdu8QMWu0JWHFxcUTUsWNHAdvMzMwcN27c3LlzR40adeTIEe0b2reP2dkxItakyePDhcXFbONG1qXLo+X6cvnsoKCndtRXXCkZGBio4zAT1Bi+r/GYMWMyMjKIyN7eXuyKnufEiRNI8Iao4qifra0t31pWw9HR0c/PLzQ0dO/evc+aRJyXl8f3u+ndu7cgXZg7duwgIg8PD92bgupz6tQpiURiYmJy7dq1L7/8kohatmxZWlqqRVMffvghn7egVqu9vLyIaNasWYIXbEBqT8Dii4FfeeUVsQt5htu3mYcHI2IVd2MPDWX16z+KVg4ObMEC9qKtKTdv3ozhQsMSERFBRFOmTElOTiai5s2bi10R1Aa3bt36+eefP/zww4EDB2rWT2jwTWrmzZu3b9++e/fuVbLN1NRUfpCcv7+/7svKRo0aRVU/Lhpq3vjx44notddeKysr48ucNePLlXfjxg1TU1OJRPLXX3/xbF2/fn0tlprVJrUnYK1cuZKI3n//fbELebayMhYayk6c+O+Q1zFjHm3SHRHBiooq2QyGCw0LfyicMWPG5cuX+XwpsSsCg1Sxj0qzGY2GjY2Np6dncHDw5s2b4+Pj+XayWqx+vXLlCt/sY+bMmVoUqen5KCgo4OODWhwXDTUsJSWFL/Y8ePAgP5bNysqqqtslvPrqq0Q0ceLEoqIivhgfe+zVnoD1wQcfENHy5cvFLuRFKh7ympDAtNqPFMOFBuTjjz8mokWLFp08eZL3n4tdERiY4uLiffv2PZao7O3tBw8evGDBgl9++eXJDVymTp1K2s4uP3bsGN8KpDKdTxVjX8OGDTVDQtu2bSMdjouGGvbpp58SUdu2bZVKpa+vL1XxZLbDhw8TkYWFRWpqKv+N16lTJ2z7UnsC1siRI4lI90X11U64Q14rDhc+6+QWEF3exx8XurpmrFmTdeTIbQ+P+ClTxK4IDExUVJRUKlUoFAMHDvzwww9//vnnF04b37BhA5/5p90dt2/fLpVKpVJpVFTUY1+6d+8eT1RDhw7VbMOroVkyxvszVq1apV0BUMOKi4v5bkfr1q1LTEyUy+VSqfT5mxVrlJeXd+jQgYg+//zzlJQU/q6k9d6BtUntCVh865fTp0+LXciLCHrIK4YLDcB77zEitmYN++UXRsTq9uFcoAV/f38i+vLLLyt/yYULF4jIxcVF65vybbhNTU0rrrnhk3UqsrW19fHxmTdvXlRUFN/ioays7Pjx43yz0xefdw56g29aZmdn9+DBAz4i1KtXr8qsUP7qq6+IqEWLFsXFxWPHjiWigICAGihY/9WegMU3pE5LSxO7kJpWUFDwxhtv8GdHQZbrg8AmTmREbONGtmULI2LjxoldEBgS7TY7UCqVCoVCIpHoMsv4/fff5++4iYmJ/DOLFy+2tLSsONlLrVaXl5fHx8dv3rw5ODjY09OTn3Lh6uo6Di91Q8OPz/rggw+ys7P5W2psbOzzLyktLeXHSOzcufPkyZMSiUShUAi7m5rhqiUBi+8wZGJiUmcTxo8//qj1mTxQvUaNYkQsKoqtW8eIWFVmNgBs376diHr27FnVC/n+Rs85GvyFVCoVn3rRokULPuW5uLiYJ6q///5748aN06ZN8/Dw0JwbplnA2KpVq9mzZ2t9XxBLfHy8TCaTyWTx8fE//fTTkwPET5WYmDh//nyVSvXyyy/z+abVXaeh+J+9UgzX7du3iahZs2Z8cXIdxDtmQR8VFBARWVjQrVuPPgCotMjISCLio4RV4u7ufvr06XPnzvXt21e7W0ul0q1bt/r4+Jw8eXLgwIHTpk27cuVKXFzcxYsX+TMtJ5FIWrZs6e7u3rVrV3d39y5dujy5tSkYhLZt206aNCkiIuKDDz6IjY2t5FVt2rT57LPPNm7ceObMmcaNG4eEhFRrkQakVgUsvoMLgH7hAcvc/L+kBVA5BQUFMTExEomE9yRVCZ+Wyndg1ppCodi9e3fPnj3v3bvHT+DhHB0d3f/l4eHBh5OgFvj888+joqIOHTq0f//+oUOHVvKq/Pz8BQsWENHSpUv5JHegWhOw7ty5QwhYoJ/4s76FxaMP8NsHKm3v3r3FxcW9e/fmJ0VWSdeuXYno3LlzOtZQv379AwcOpKSkrFmzRtNN9eTWplA72NnZLVy4cObMma+88krlR4QYY0ZGRh4eHhhLqaiWBCz0YIH+2rePsrKoVSuaPJl69qR27cQuCAwGX9ilxfggEbVt29bMzCw5OTkrK0vHPOTs7Ozs7MwPP4Fab9q0aW3atPHz81OpVJW/atWqVf369auzs3SeqpYELLVabW1trcVDHkC1a9KECgros8/IyoqaNycXF7ELAsOQn5//22+/SaVSfuZMVRkZGXXs2PHUqVMXLlzo37+/4OVBbSWXy319fcvKyhhjlb/KyMgI6eoxUrELEMaSJUtycnImTJggdiEAT7NhA4WG0pw5dOKE2KWAwdizZw8fH2zUqJF2LfBpWLqPEkIdZGRkJKsKpKsn1ZKAxeEfGPRUVR4EAThdxgc5Qea5A4B2JFXqAwQAbSQk0JYtZG1Nzs6kw/sl1B15eXkNGjQoKyu7e/eu1j1Y8fHx7du3d3JyunHjhrDlAcAL1ZI5WAB6zc2NliwRuwgwJLt37y4pKenbt6/W6YqI1Gq1QqFwdnZWKpVyuVzA8gDghWrVECEAQO3A9xcNCAjQuoUjR454eXkVFxd369YN6Qqg5mGIEABAv+Tk5DRo0EClUt27d8/BwUGLFnbu3BkYGFhSUjJy5MitW7c+dpoNANQADBECAOgXqVS6bNmyW7duaZeuVq1aNXPmTLVaHRwcvHLlSqkUIxUAIkAPFgBAbaFS5X/4YecNG27m5q5YsWL69OliFwRQdyFgAQDUCkVFNHYs7dmT063b7yEh2m1PCgBCQcACADB8WVn0yiv0559kZ0e7d1Pv3mIXBFDXYQ4WAICBS06mIUPo6lVq0YKio6lNG7ELAgD0YAEAGDTGqHNnunSJ3N3p11+pYUOxCwIAIuyDBQBg2CQS2rSJAgLo6FGkKwD9gYAFAGBQwsIoJ4eIaPZsSkqiRYsoNpZee40sLEQuDAAqwBAhAIBBCQsjxkihoLt3SSKhsDCSyWj6dFq1SuzKAOA/6MECADA0U6fSBx+QREJ4QgbQV1hFCABgsCZNokWLyNqaevUSuxQA+B8YIgQAAAAQGIYIAQAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABIaABQAAACAwBCwAAAAAgSFgAQAAAAgMAQsAAABAYAhYAAAAAAJDwAIAAAAQGAIWAAAAgMAQsAAAAAAEhoAFAAAAIDAELAAAAACBIWABAAAACAwBCwAAAEBgCFgAAAAAAkPAAgAAABAYAhYAAACAwBCwAAAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABIaABQAAACAwBCwAAAAAgSFgAQAAAAgMAQsAAABAYAhYAAAAAAJDwAIAAAAQGAIWAAAAgMAQsAAAAAAEhoAFAAAAIDAELAAAAACBIWABAAAACAwBCwAAAEBgCFgAAAAAAkPAAgAAABAYAhYAAACAwBCwAAAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABIaABQAAACAwBCwAAAAAgSFgAQAAAAgMAQsAAABAYAhYAAAAAAJDwAIAAAAQGAIWAAAAgMAQsAAAAAAEhoAFAAAAIDAELAAAAACBIWABAAAACAwBCwAAAEBgCFgAAAAAAkPAAgAAABAYAhYAAACAwBCwAAAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABIaABQAAACAwBCwAAAAAgSFgAQAAAAgMAQsAAABAYAhYAAAAAAJDwAIAAAAQGAIWAAAAgMAQsAAAAAAEhoAFAAAAIDAELAAAAACBIWABAAAACAwBCwAAAEBgCFgAAAAAAkPAAgAAABAYAhYAAACAwBCwAAAAAASGgAUAAAAgMJnYBeivnJyc6Ojo8vLyCRMmiF0LAAAAGBIJY0zsGvTLjRs3tm3b5uzs3KJFi549ezo5Od24cUPsogAAAMCQYIjwcefPn//oo4++/fbbl19+uV69esnJydeuXRO7KAAAADAkCFiPGzRokFwu//PPPwsKCgYNGkREMTExYhcFAAAAhgQB63FWVlYeHh5KpfLQoUO+vr6EgAUAAABVhID1FJpcNXjwYKlUevTo0aKiIrGLAgAAAIOBgPUUPGBFR0fXq1evW7duJSUlR44cEbsoAAAAMBgIWE/RsWPHZs2a3b9//9KlSxglBAAAgKpCwHq6gQMHElFMTIymN0vsigAAAMBgIGA9nabjqmvXrg4ODjdv3kxKShK7KAAAADAMCFhPN2DAAGNj45MnT+bk5PDNGtCJBQAAAJWEgPV0lpaWnp6eKpUKmzUAAABAVSFgPVPFzRqMjIz++OOP/Px8sYsCAAAAA4CA9UxDhgwhoujoaGtr6+7du5eVlR0+fFjsogAAAMAAIGA9U9u2bV966aWMjIwLFy5glBAAAAAqDwHreXiu2r9/v7u7OxHt3r07OTn57t272dnZhYWFYlcHAAAAekrCGBO7Bv21b9++V155xdra2tfXd/v27U9+g4mJiZmZmampqUKhUCgUpqamZmZmJiYmLi4u48aN8/T0rPmaAQAAQHQysQvQX4yx5ORkU1PT3Nzc48ePu7u7K5XKgoKCsrKywsLC0tLSoqKi0tLS0tLSJ6+9fv36N998M2bMmPXr15ubm9d88QAAACAi9GA93f3796dMmbJ//34i8vf3X7duXb169Z78tpKSkuLi4uLi4pKSEp63CgsLy8rKTp06tWzZsoKCgg4dOvz8888tW7as8Z8AAAAARIOA9RRRUVFvv/12dnZ2/fr1161bN2rUKC0a+eeff0aOHHnlyhVLS8uNGzdq1wgAAAAYIkxy/x/p6ekjRowICAjIzs4eOnTopUuXtA5GrVq1+uuvvwICAvLz8/39/efNm6dSqYStFgAAAPQTerD+ExUVNXXq1IcPH9rY2CxdujQoKEiQZtevXz9t2jSlUunt7b19+/YGDRoI0iwAAADoLQQsIqKMjIypU6fu2rWLiAYPHrxhw4bGjRsL2P7x48dff/31+/fvN2nSJCoqqkePHgI2DgAAAPoGQ4S0c+fOdu3a7dq1y8rKKiIiIiYmRth0RUS9e/c+d+6cp6dnSkqKt7f3qlWrhG0fAAAA9EqdDlg5OTlvv/22v79/ZmbmgAED4uPjhRoWfFKjRo2OHj0aEhJSWlr6wQcfBAYGFhUVVdO9AAAAQFx1N2Aplcqvv/7622+/tbCwWLdu3W+//da0adNqvaNMJgsLC9u2bZu5ufnWrVs9PT2Tk5Or9Y4AAAAgiro7B2v//v1+fn4tW7Y8ePBgixYtavLWf//996hRo65du2ZnZ3flypWGDRvW5N0BAACgutXdHqwtW7YQ0aRJk2o4XRFR+/bt4+Li/Pz8GjVqNH369Bq+OwAAAFS3OtqDlZeX5+joWFJScuvWreoeGXyWgoICe3v78vLy9PT0p24TDwAAAAaqjvZg7dy5s6ioyMvLS6x0RUQWFha9evVSqVSxsbFi1QAAAADVoY4GLD4+GBgYKG4Zvr6+RBQTEyNuGQAAACCsujhEeOfOnRYtWhgbG6elpVlbW4tYSWJiopubW/369dPS0qTSOhp2AQAAap+6+Kb+448/qtXqESNGiJuuiMjV1dXJySkzMzMuLk7cSgAAAEBAdTFgbdu2jfRgfJAbPHgwEUVHR4tdCAAAAAimzgWsuLi4+Ph4BweHAQMGiF0LEaZhAQAA1EZ1LmDx6e1jxoyRy+Vi10JE1L9/f4VCcfbs2YyMDLFrAQAAAGHUrYBVXl6+Y8cO0pvxQSJSKBR9+vRRq9XYrAEAAKDWqFsB6+DBg2lpaa6uru7u7mLX8h+MEgIAANQydStg6cn2V4/RBCyVSiV2LQAAACCAOrQPFj8ep7i4ODk5uXnz5mKX8z9cXFyuX79+6tSpHj16iF0LAAAA6KoO9WDt2bOHH4+jb+mKMEoIAABQu9ShgOXg4NCmTZsmTZqIXchT8ICF3bAAAABqB5nYBdQcmUyWlJRkbGwsdiFP4e3trVAokpOT8/PzLS0txS4HAAAAdFKHerB69+5taWl5+fLlO3fuiF3L40pLS9Vqdf369fVkdy4AAADQRR0KWMbGxv379yei3377TexaHhcZGVlaWtqsWTNTU1OxawEAAABd1aGARXo8l3zr1q1ENH78eLELAQAAAAHUoW0aiCglJaVZs2bm5uYPHjwwMTERu5xHbt++3aJFC4VCkZaWhglYAAAAtUDd6sFq0qRJu3btCgoK/vzzT7Fr+c+WLVsYY6+++irSFQAAQO1QtwIWEQ0ZMoT0bJTwxx9/JP3bXx4oLIxycoiIZs+mpCRatIiWL6eoKJGrAgAAQ1C3hgiJ6NixY97e3m5ubleuXBG7FiKiM2fOdO/evUGDBikpKTJZHdo1wwCEhRFjpFDQ3bskkVBYGMlkNH06rVoldmVPp1KpMjMzpVKpg4OD2LUAANR1da4Hy9PT08bGJiEh4datW2LXQvTv8Yjjxo1DutJHU6fSBx+QREIVn0Py8kj/HksOHTrUpUsXX1/f5s2bv/3223l5eWJXBNWsYq9qZiYdOCBIq6mpqYK0AwB1LmDJZDIfHx8iOiDQ7yNdlJeXR0VFEcYH9d+kSbRoEYWFUa9eNH48vfwynT0rdk2PnDlzxtvbe8CAAZcvX05JSVEqlevXr3d1dd2+fbvYpUF12rCBQkNpzhw6cYIWLiRfXxowgHTomE9MTBw8eHD37t0LCwsFLBOgzqpzAYv0abOGmJiY9PR0Nze3Tp06iV0LPGHePLKxISL64gtyc6MlS2jePOrdm86do3PnqGdPmjGDRO0oun379oQJE3r06HHs2DE7O7uwsLCUlJS4uDhPT8979+6NGTPG29s7ISFBxAqhGlXsRm3Thqyt6dAh6tKFZs+m3NwqtfTgwYOpU6e2b9/+t99+Ky0txWsGQBis7rl3755EIjE3Ny8uLha3En9/fyJaunSpuGVA1RQUsJAQJpMxIuboyDZvrvkSHjx4EBISwrcaUSgUISEh2dnZ/Et5eXlqtXrz5s3169cnIrlcHhwcnJ+fX/NFQvW6coXNm8eWLGH+/uzWLZaeziZPZlIpI2IODmz9erVK9cI2lEplRESEvb09EclksqCgoMzMzBqoHaAuqIsBizHWuXNnIjp48KCINeTm5ioUCqlUeufOHRHLAC1dvMh69mREjIh5e7OEhJq5bWFhYVhYmLW1NRFJpVJ/f/+bN29W/IahQ4d6eXnFx8dnZWUFBwdLpVIiatKkSVRUVM1UCDUqMpIRMWNjFhzM8vLY+fOsTx9GlNu+fZfOnY8dO/acS2NjY9u1a8eftPv37//333/XWNUAdUEtWUVYWlp64cKFjRs3yuVyCwsLY2Njc3NzExMTMzMzU1NThUKhUChMTU3NzMxMTEzMzc3XrFnz9ddfz5gxY8WKFWLVvGHDhilTpvTr1+/3338XqwbQiVpN331HH35IDx+SiQmtWkVvv12dd1P//PPPc+bMuX37NhH5+PgsX778scHlu3fvdunS5cGDB8bGxrNnz16wYEFiYuLUqVPPnj1LRH5+fmvWrGnevHn1FQk17d49+vhj2rCB1Gpq1IhCQ2nSJPr55w/WrVt19CgRBQQELFu27KWXXqp40bVr1xYsWMAngLq4uHz22We8Nx0AhCR2whPG+PHjO3ToUNWfvVWrVvHx8WLV7OXlRUQbN24UqwAQRlYWCw5mRkbshx/YwoVs2TIWGSn4TWJjYzt27Mhft+7u7r///vuzy8kKDg42MjIiosaNG0dFRalUqoiICCsrKyIyMzMLDQ0tKSkRvEIQ08mTrFu3R/2pHh65Z88WFRWFhYXxvYv5IHJeXh5jLD8/PzQ0lA8uW1hY4MVQxz18+PDGjRtiV1Fr1YYerKNHj/br18/ExGTRokVWVlaFhYWlpaVFRUUlJSXFxcXFxcUlJSVFRUWlpaWFhYVlZWUFBQXZ2dkZGRlEZGFhsWHDhtdff72Gaz516lSvXr2kUumUKVOsrKzMzc2NjY0tLCzkcrmlpaVMJuP/b2VlZWRkZG1tLZVKbWxs7OzsarhOqKwbN2jdumraK2vkyJG//PILEbVo0eKzzz4bPXq0RCJ5/iVxcXHvvvvumTNn6N+OKxMTk5CQkK1btzLGXFxcvvrqqwEDBghYJIiMMdq5k2bPZtnZnc3MWvXp88UXX0il0pCQkJ9++okx5uTktGDBgvnz56enp0ul0nHjxi1fvrxBgwZi1w3iuHXr1jfffPPNN994enru379f7HJqKZEDns5KSkpat25NVZwqzvdz9/Dw4H8JQUFBpaWl1VfkYyIjI62trS0sLKr0L2Vubh4VFVVeXl5dZSUmVl8HTJ0wcyZTKhljLDhYwFZ3797dvXt3S0vLsLCwKi3L4B1XfLaWQqHgfRWxsbGtWrUiIjMzM0xnroXy8k4tW6bpoFqyZElJScmZM2fatWunyVJ9+vQ5f/682IWCaOLi4saMGcN3XpRIJL6+vrGxsStXrlSr1WKXVtsYfMBauHAhEbVr166srKySl6Snp8vlcrlcnpmZGRERYWxsTES9evVKTU2t1lIZYykpKXyTCP7KlsvlS5YsCQsLW7hwYUhIyLvvvhsUFDR69Gh/f/9Bgwb5+Ph069bN3d3d2dnZycnJ3NycqnVIcdas6sgHdYhmVZegCXXOnDlEtHjxYu0uv3fv3ujRo/lLztXV9e+//y4pKZk0aZJCoRgxYoSAdYL+uHPnjmZrvaZNm65fv37x4sVE1KRJk82bN+N9tM46fvy4n58f7/+Wy+X+/v5nz57Ny8vj4XvQoEH37t0Tu8ZaxbAD1tWrV01MTKRS6Z9//ln5q8LDw4nolVde4X88d+4cn/Zbv379Q4cOVU+ljDEWGRlZr149IrKxsYmIiHB3dyeimJiYSl6+detWImrcuHFRUVG11Fc9HTB1S9++zMmJXbsmYJPTp08nopUrV5aWlmZlZWm34cLRo0fd3NxsbW0zMjIYY3xEYMiQIQLWCfrm0KFDmkWC1furA/RbWVlZZGRk165d+SvB0tIyODj4zp07+fn5ERERLi4uMpmM7+pib2+/e/duAW6J8RDGmEEHLLVa3a9fPyJ65513qnQhTzYVV61nZmby+SgymSwsLEzwJ7z09PSRI0fyF7evr29KSgpjbNGiRUQUXOk0o1Kp+O4SK1asELK4VatYSAgrLKymDpi6xdmZEbHr1wVscurUqUT09ddf79y5k4hGjRqlXTslJSVxcXH84127dhERerBqPaVS+dVXX/Xs2ZOI3NzcxC4HalpeXl54eHjTpk35u0+DBg1CQ0OzsrLu378/f/58W1tb/vk2bdocOHBg6NCh/I+BgYEFBQVa3vLhQ5abi/EQzoAD1nfffcdfMVlZWZW/im9SbG1t/djDXHl5eWhoKN80aPjw4Tk5OULVGRkZyffxs7a2joiI0Hz+5MmTROTk5FT5pnjHg729fW5urjDF3b7NLCwYETt4kAnVZl3WtCkjYoJubDZp0iQi2rBhw7Zt24hozJgxurfJT9EJCAjQvSnQf/Hx8QhYdU1aWlpoaKgmQrm4uISHhxcXF1+7di04OFihUPDPu7u7b968mU/tVavVERERZmZmPHJpnscq6+ZNFhLCrK3ZJ5/8Nx7y1lts7VpWV0elDTVgPXjwgHdp8gUylffhhx8S0ZQpU5761X379tnY2BBR69atdd/BITs7OygoiL+OBw4c+NiGouXl5XzE8J9//ql8m3379iWiRYsW6VjbI6+8wojY6NGsrIy1a8def51VJa3C4xwcGBFLSxOwST6Z5ocffti0aRMRTZw4Ufc2f/jhB/6cqntToP8QsOqa3bt387nFRNS3b9/o6Gi1Wn3u3LnAwEC+gYtUKvXz83vq1Jr4+Hi+I4xcLg8NDVVV4jwAFhfHRo9+dLiFRMImTPhvPKR9e0bEBg9m9+/r+EOdP3/e4BZnGGrAmjBhAk8tVbpKrVbz6VbP2eD4n3/+ad++PV+Ds2PHDq0r3L9/f6NGjfhyrfDw8KcOO44dO5aIwsPDK98s7/da2LOnAO/iP//MiJiVFUtNZZ9/zoiYiwsT+/ggw2Zjw4jYv6fWCCIgIICItm/fHhER8ZxngyrZsGEDEU2aNEn3pkD/IWDVNQ8fPrSysvLz8zt16pRKpdq7dy8fJiYiExOTwMDAxMTE51xeXFwcEhLCx3P69et39+7dp36bWq1OOHSI9ev3aAM2Y2M2YQK7fPl/vumXX5i9PSNi9euzPXu0+3E0c/N9fHy0a0EsBhmwjh49KpFIFArF9SpOdjl69CgRvfTSS89P5UVFRW+++SZ/OU6ZMqWqG/Hl5ORoOq48PT2vPXvK85YtW/jajSq1f++ddxgRmzatSlc9Li+PNWnCiNjXX7Nbt5i5OSNisbE6tQlmZoyIFRYK2OSIESOIaNeuXWvWrCGi9957T/c2v/76ayKaOnWq7k2B/kPAqoNycnJKSko2b97cpk0b/mZkb28fEhJS+cXyBw8edHR05Kuytm3bVvFLmlnzpjKZslEjZmnJgoOfOTUiLY35+j4KYYGBrNKzu8rKyn744QfNFuKWlpazZs2qxo2KqoHhBaySkhJXV1ci+vzzz6t6LZ/OsmDBgsp886pVq+RyOd9Rhr/IbG1tW7Ro4eTk5O7u3rVrVx8fnwEDBvj7+7/++utBQUFTp04NCQmZPHkyf1GamZmtXr36+fPlMzMzpVKpiYlJ1ZaGJSYymYzJ5bpMpi6ZO5cRsR49mErFhg599NIHHfFOcj75QCB8z7b9+/d/+eWXRDRjxgzd21y5ciURTZ8+XfemQP8hYNVB+fn5DRs25G9ezs7Oa9euLaz6g19GRsawYcM0M9/z8/Nzc3OXLVvWpEkT/snGjRufXbfuxfN3VSq2fDkzMWFEu0eNunjx4guLDw8Pb9as2WNz86tav+gML2CFhoYSUdu2bSu/8RVXXFzM51c9v3e0ohMnTnz++ecv3DX7MS1atPDw8EhKSqrMLbp3705E+/btq9LPwt54gxGx8eOrdtW/zp4929DSMq5fP3bpEtu2jRExOzuWnq5da8CpVKoWNjbOdnbCNuvj40NEsbGxS5YsIaJ58+bp3ubSpUuJaM6cObo3BfoPAatuCggI6Ny58+bNm5U6PPKp1eo1a9bwSfENGjTghy8RUfv27Tdt2lS1DbovXEj29raytDQxMfnyyy+f2vvwrLn5WtcvLlmVooPAkpLoxx/Jyorq1aNmzcjWliQSsrEhqZSsrcnIiKysHrvi2rVrS5culUgk33zzjVwur9Ld9u7dm5OT061bN02X6Qt5enp6enryefHZ2dmMMb66MCcnR61W5+bmqlSqvLw8/v/l5eX5+flKpdLf39/FxYUPYL+Qr6/v6dOnY2Ji/Pz8qvDDLF5MP/1E27bRrFn0v8f9vpBKpXrnnXfS8vO3u7s7NWvGpk2zJaJly8jBoUrtwGPKyspu5uSYmpoK3iwRGRsbaz4Qqk1N7ywA1D7ff/89355aFxKJZNq0aTt27Lhy5UqLFi3++uuvVq1aLVq0aNy4cVXteqBOnRxjYt4ICVmzZs2sWbOio6M3b97cuHFj/sVr166tXbt2/fr1JSUlROTp6RkSEqLZFtVQiZnuNFtl8CGq//1fopMTEclkMltb2/r16zs5ObVu3Zovu9Nuni9PMKtXrxb4p9ANPy2uRYsWVb7ygw8YERs6tKrXrVixgoiaNWuWn5//zjvvyKTSmDffrLPLaAWUk5NDRFZWVsI226NHDyI6deoUP7Tg008/1b3Njz76iIg+/vhj3ZsC/YceLNBFbm4uEZmbm+fk5PAZUcePH9elwd9++00zu+unn36quL88X9546tQpoYoXl6g9WJpzpk1MqH9/yskhtZpyc6m8nPLzi62tiai8vDw7O5uIMjMzicjExCQ0NDQ4OLiqt8rMzPztt99kMhlfk6U/3N3dGzRocPPmzcTERD63rLLmz6fvv6ebNyk3l6ytK3nR3bt3+Rjr2rVrExIS1q9fL5PJms2eTQb9lKAfBOxhqqi0tJSqpwdL8FIBoPZJS0sjIkdHR2tr6/z8fP6xLg0OHDjw/Pnzb7755oEDB8aOHcsYIyJzc/M333xzxowZTk5OgpStD8QLWEeP0ltv0aJFZG1No0eTv/9jX+9MxIiUSmVBQUFZWVlhYWFZWVlxcTHfzbyqoqKilErl0KFD9e30eKlUOnDgwC1btsTExFQtYNWvT3/8Qe3akZFR5S96//338/Pz/f39fX19u3Xrplar586d6+bmVuW64QmpqalUDeNumuE8TdLSvU0BmwKA2u3+/ftExKfMp6enaz7WRcOGDaOjo1evXn39+vUDBw6MGzfu/fff5yNUtYlIAevAAfL1pWHDaO/e53+jXC7XzHfTxeTJkxs3bsx3VNc3vr6+PGDNnDmzald27PjfPDalktLTSaEghYJMTcnMjExMsm1sDkkk5ubmxsbGFhYW2dnZf/zxh4WFRXh4+Jdffnnx4sWWLVvOnz+/en6sOuTq1auLFi06ePAgVUNq0fQ2TZw40dPTU7sHDCJSq9VlZWV8ihjmYAFAJWl6sHJycoqKiiwtLXWf2kVEEomEH7TKGDPsiVbPJkbAKi6madOIiLy8auyexsbGw4cPr7HbVUm/fv2kUunly5eVSmVVZ+7Thg0UFkYyGfn40O+/P/bFxPbtA/7++7FPmpubb9++/dNPPyWir7/+WnNmAmjh/v37oaGhGzduLC8v50dMZGdnX716tXXr1kLdQtPb1LlzZ63T1aFDh+bOnTto0CC+FBFDhHUKH9YB0I6mB0uTtIRtv7amKxInYH3yCd24Qe3bU9WnUtU+KpVq+vTparU6MDCwyumKKsxjc3Sk8HAqKaGiIiotpcJCKiuzVij827TJz8/nKxzLy8vz8vIyMjJmzZrVsGHD4cOH8yOuQQuFhYVr16797LPP8vPzZTJZUFDQ4sWL169fv3jx4o4dO86ePXvBggU6htesrKxly5Y9fPjQ2tp67ty5a9eu5cdDVcnFixfnzp0bGxvLa/70009lMtnt27cJAasOSE1N/fDDD2NiYsQuBAyYZliw4lghVEpNz6qPj2dyOZNK2cmTNX1r/aNWqydPnkxEVlZWZ86c0aYJzZFPkZGVvIKfGdyoUaP7Oh8OVUeVlbG1a38cPJj/FzRy5MikpKT8/PywsDALC4s2bdrwHTqaNGkSFRWl3R2KiorCwsL4tm1SqVQmkxGRvb39d9999/ytayu6e/duUFAQP3rMwsIiNDS0qKjo3Llz/fr1I6KxY8c+54wBMHSFhYWLFy/mvap8LNjW1vbKlSti1wWGJz84OKdjx3vbtt3atSvay2v3Bx+IXZHBqNmApVIxT09GxIQ47sPQqdXqqVOnEpGZmdlzzkasjvt26dKFiL744osau2ktoVazqCjm4sKIVFLp5Nde+/PPP0tLS1evXs37liQSSUBAwIkTJ/hpqUQ0YsSIzNu3K38HlUoVGRnJT8wkIh8fn/Pnz1+7dm3QoEH8M127dj179uzzG8nKygoJCeHTreRyeVBQUHp6enJy8pgxY3hvvJ2d3bfffqvb3wXor71792peQn5+fjdu3Fi8eDERyWSy999//+HDh2IXCAZl0CBGxKKj2YoVjIjhBIhKq9GAtWvjxoxu3VijRiwnpybvq5/mzJlDRAqF4vDhwzV86+joaP5Ea4iHD4jm1CnWu/ejfdpat2aRkUyl2rFjR8uWLfk7We/evTXbt6hUqoiICCsrqx6NGqnr1WOhoawyJ1pGR0e+/jpvrXPnzrH/ezTk3r17mzZtyt8mg4ODc592PEVpaWlERIQm7fn7+1+/fv3hw4eavGVsbBwUFJSRkSHE3wjonfPnz/fu3VvzEjp27FhZWVl4eLiVlVXLli15V6itrW14eLguu3tD3dKhAyNi588zfsDakiViF2Qwai5gpaWl8fWAZ3fvrrGb6q2S0NDhLVuamJgcOHBAlAL4ONHChQtFubvh+fTTR9GqYUO2bh1TKtnJk6xXr0Hu7kTUunXryKcN0aampt6ePv3RhW5u7MiRZ7Z/7hzr358RlRsZ+Xl5bdmy5annkRcUFISEhPC3SUdHx82bNz/2DWPGjOFvrv3794+LiystLQ0PD+dDjTxvJScn6/T3APrqwYMHwcHBfES4Xr164eHh5eXle/fudXFx4S+JYcOGXbp0ydfXl/+xTZs20dHRYlcNhsDBgRGx+/dZYCAjYhs3il2Qwai5gDV27FgiGjx4cI3dUX998gkjUjVsePjXX8Uq4fTp0xKJxNzcHDOxKuXyZWZpyUJCWG4uu3KFDRvGY9Olnj0jIiJe0Blw5Ahzc3sUs/z82N27//PVO3dYUBCTShkRs7VlYWHsRQdvXbx40cPDg79N9u3bNyEhQfOlM2fOtG3bNjIykg81tmjRouJQo/Y/Pugx3kdlbW3NR4SDg4NzcnKSkpL4MeH8AWD//v2a79+7d6+zs7NmAPG6DmfGQ+2nVDKplBkZsfJyNmAAI2IxMWLXZDBqKGAdOXJEIpGYmZnduHGjZu6ov1auZETMyIj99JO4hYwYMYKIpk2bJm4Z+i4xkS1cyJYtYz/8wFJTWVAQk8kYETM3f5S3KqOkhH3yCVMoGBGzsWGaUBsRwU+YZ6ambM4cVukRW7VavXnzZj4UyN9TCwoKNF+KjY3t9O8JlW3btq3yUeJgOGJjYzUbBfv4+Fy5coXPwONLRG1tbcPCwp48kVczbqh5/Tx1xBmApaQ86rlnjLVvz4jYxYti12Qwqhawzpw5o1QqlUplSWUmlPyrpKSEbwu0dOnSKpZX66xdyyQSJpEwPZhinJSUJJPJ5HI5HmGfR3Ni5tSprF49RsTkcvbuuyw9vcpN3bjBhg5lY8b8F9qWLWNGRszfn2n14PHw4cPg4GC+aNHJyWn//v1///330KFD+dtt06ZNIyIiysvLtWgZ9F9iYuLAgQP5v7Wrq+uBAwdUKtXmzZsdHBz44tPAwMD0575K7927p1ln6ujoiFcLPMW5c4yIderEGGP29oyIpaWJXZPBqELAunHjhpmZWZcuXfgUaSIyNze3tbVt2rSpk5NTx44d3d3d+/bt6+PjM2rUKH9//ylTpgQFBYWEhPTs2ZOImjdv/t1331XfT2IANm5kUimTSNi6dWKX8sibb75JROPGjRO7ED02c+ajgBUczObOZT4+LD5epwZLSv4LbcHBrCprDJ/q+PHj/ARW+nfLPjs7u+XLlxe/aKgRDBrf28zGxob3UR0+fFjzMujbt++lS5cq2c65c+d69erFL+zSpYuO5/hCbaNUsuvXGd/gY+1atmgRQwqvtCoELD8/PyKaMGHC/v37japy/h0RtWvXjoisra0fPHhQfT+Mvlu9mkkkbNUqsev4T0pKikKhkEqlmKDzTBV3Gqv0HlQvUDG0CUGpVIaHh3t4ePTo0QOLBOuOtWvXZmZm3rlzJzAwUNNt+eTShxdSq9Vbt25t3Lgxz+g1uWsMGABNj3uld1sETsI0W4E/1/bt28eMGWNnZ5eYmPjNN9+Ehob6+Pjs2rWr4hbhKpUqNzdXrVbn5OQwxrKzs/Pz8zdt2pSRkZGSkjJ8+PCYmJhZs2Z98cUXVQpnBk9zXGDz5tSqFf27Q5KemDVr1ooVK4YMGbJ//36xa6kzEhJoyxaytiZn5yePOdca/0+ajxhCHfHRRx8tW7astLTUwsJiwYIFM2bM0PqIyaKiomXLlv3+++/Hjh3Dqwj+M3v2owPZpk+nVavErsaQVCpg5eXlubq63rt3b8OGDX369OnQoUNpaenvv//et2/f51+oVCrd3NyuX7/+3Xffde3atXPnzsbGxlevXm3WrJlA9RsC/X51PnjwwNnZOS8vLzIyUiaTWVpayuVyCwsLY2Njfkq0ubm5iYkJ3xIaAPTK7NmzV6xY8dprr33xxReC/F5ltffkXdDSrFm0dKnevoXptcp0c/ENx3v37q1Wq/v3709EkydPrmQXGT+YpXHjxkVFRXynhrfeekuLrjYDJvR4kOA++eQTItJsmPkspqamtra2jo6OTk5Obdu2ffnll8UuHKCuy8nJOX36tNhVQK1W9QPZgHtxD9aZM2c8PDxkMtmFCxfOnTs3ceJEe3v7xMREe3v7Sga4rl27nj9//osvvhg5cmSbNm1UKtXly5c1S4trP814kJMTBQSIXc1TFBQUtGzZMj09vWfPnmZmZmVlZYWFhaWlpUVFRSUlJcXFxfz/H7vKwsIiPz9flIIBAAD03AsCVnl5ebdu3S5evLhw4cIZM2a4urpmZGRs2bJl/Pjxlb/HgQMHfH19bW1tb9y4sXDhwrTY2PCBA5uuXatz8Ybj1CmaPp3c3GjTJrFLebqffvqpvLx8+PDhfGucp+JJq6ioiGev8vJyzWZLAAAAUNELAtayZctCQkJatmx5+fLladOmff/9915eXnzX0Crdpm/fvkePHl3xySdvBwWZubhQQQGdOkXdu+tWvOFISKC2bal+fUpLI32dPbpy5cqZM2cS0fNnYpmamioUClNT00aNGoWEhIhdNQAAgD56XsC6c+dO27ZtCwoKDh48aGpq6uXlZWxsfPHixTZt2lT1NmdPnzYJCelw+TIlJNDatfTZZ9SnDx07plvxBsXZmZKT6exZ6tpV7FKebuXKlR999FFBQUElv79Vq1ZXr16t1pIAAAAMlOw5X5s2bVpBQcG4ceO8vLw6d+7MGFuwYIEW6YqIunXvTnZ2lJ1N//d/9Nln9M039Mcf9NtvNGiQtpUbmkGDaN06io7W24A1Y8aMGTNmEBGfg/WsmViagcLnDCYCAADUcc/swYqKigoICLC2tk5MTPzuu+8WLVrUqlWrS5cumZqaanmrq1epXTuSSCgxkX75hebMoQ4d6MIFvR0yE9i+ffTKK9SjB506JXYpAAAAUL2eHrDy8vLc3NxSU1PXr1/ft2/fDh06lJSUHDp0qF+/fjrdbdIk+v57GjuWvvuOWrWiu3fpp59o9Gid2jQUhYVkb09lZXT/Pjk4iF0NAAAAVKOn9x7Nnz8/NTW1e/fukyZNevfdd4uLi9944w1d0xURffIJKRT000+UmEihodSoEVXxyB0DZm5OffrEOzklHD8udikAAABQvZ4SsJRKZVxcnFwu37Bhw08//RQbG1uvXr2lS5cKcLfGjWnqVGKMliyhiRPp2jUBzwnRfxHDhrW/fv2zXbvELgQAAACq19OHCNVq9enTp93c3FxdXe/fv79p06aJEycKc8MHD2jlSpo9m9LT/zuhr27ErH/++ad169b29vZpaWlVPS0bAAAADMjztmnIyMh47733Hjx4cPjwYeFPp9LvE/qqiYuLy/Xr10+dOtWjRw+xawEAAIDq8rwVfA4ODlFRUdHR0dVy9mclDpmufXx9fYkoJibmhScUAQAAgOF68VmE1UVzQp+zcx0ZIiSimJiYIUOGtGvX7vbt2927d/fx8fHx8encubO0juxVAQAAUDeIF7DqpOLiYnt7++Li4op/7XZ2dr179x41YECgpyd16FBXNgYDAACovfBeXqNSUlKMjIzGjBmTkJAQGRkZFBTk5uaWlZW1Z8+ejK1bqXNnsrGhAQNo6VI6cYKUSrHrBQAAAG2gB6vm3Lhxw8vLKzU1tV69euPHj/fy8urTp0+9evVu37597Ngx96Sktjt2UHLyfxfY2NA779CSJeKVDAAAANpAwKohd+/e9fLyunnzZpcuXc6fP88/KZVK27Zt6+3t7e3t/Urv3rL69en+fTpxgg4dohMnKCGBFiyg//s/cSsHAACAqkLAqgnp6ene3t5JSUkeHh579+5NSEg4evTosWPHTp06VVxcTESt7eySsrOpRQvy8SFPT+rXj5o0oZQUSk6m2Ng6tVsYAABALYCAVe0yMzO9vb0TEhI6dep0+PBhW1tbzZfKysrOnDlz9OjRZjdvTti+nYqKHn1BIiFXVxowgGSyOrhbGAAAgKGTiV1ALZeTkzN48OCEhIT27dsfOnSoYroiImNj4169evXq1YuIKCKCLl16NDh4/DglJJCNDWE/UgAAAAOEHqxqlJeX5+Pjc/bs2VatWh07dqxhw4aVvVKppLNnqayMHBzq4G5hAAAAhg4Bq7oUFRX5+vr+8ccfLVu2PHbsWKNGjcSuCAAAAGoI9sGqFsXFxX5+fn/88UfTpk1jY2ORrgAAAOoUBCzhlZWV+fv7HzlypEGDBrGxsc2bNxe7IgAAAKhRCFgCU6lU48eP379/f/369Q8fPty6dWuxKwIAAICahoAlsOXLl0dFRVlbW4eFhbm5uYldDgAAAIgAAUswubm5O3fu7NSpU//+/XNzc1evXi12RQAAACAOBCzB/PLLL/7+/mvXro2Ojra0tLx8+XJqaqrYRQEAAIAIELAEM3jwYIlEcvjwYZVK1a9fP8bYgQMHxC4KAAAARICAJZiGDRt26dKluLj42LFjvr6+RBQTEyN2UQAAACACBCwhaXLVkCFDiCg2NrasrEzsogAAAKCmIWAJiQesX3/9tWnTpm3bts3Lyzt58qTYRQEAAEBNQ8ASUvfu3evVq5ecnHzt2jXeiYVRQgAAgDoIAUtIRkZGAwcOJKKYmBjemxUdHS12UQAAAFDTELAEppmG1atXL2tr6/j4+Nu3b4tdFAAAANQoBCyB+fr6SqXSo0ePKpXK/v37ExE2awAAAKhrELAEZm9v37Vr15KSkiNHjmCzBgAAgLoJAUt4mlw1dOhQiURy6NCh0tJSsYsCAACAmoOAJTy+fjA6OtrR0bFDhw6FhYXHjx8XuygAAACoOQhYwuvatauDg8PNmzeTkpKwWQMAAEAdhIAlPKlUOmjQICKKjo7GNCwAAIA6CAGrWmhylYeHx1tvvbVo0SLGmNhFAQAAQA2R4I2/OmRlZa1evXro0KHdunUTuxYAAACoaQhYAAAAAALDECEAAACAwBCwAAAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABIaABQAAACAwBCwAAAAAgSFgAQAAAAgMAQsAAABAYAhYAAAAAAJDwAIAAAAQGAIWAAAAgMAQsAAAAAAEhoAFAAAAIDAELAAAAACBIWABAAAACAwBCwAAAEBgCFgAAAAAAkPAAgAAABAYAhYAAACAwBCwAAAAAASGgAUAAAAgMAQsAAAAAIEhYAEAAAAIDAELAAAAQGAIWAAAAAACQ8ACAAAAEBgCFgAAAIDAELAAAAAABPb/AvnjB7MalSQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x400 at 0x7FBDF1788550>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.Draw.MolsToGridImage(generated_mols['acrylates'], molsPerRow=4, subImgSize=(200,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2bb53247",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x400 at 0x7FBDF17886A0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.Draw.MolsToGridImage(generated_mols['chain_extender'], molsPerRow=4, subImgSize=(200,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2663abca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
